Climate Change and International Law beyond the UNFCCC
Bibliographic record
Abstract
Abstract This chapter discusses the various shortcomings of the United Nations Framework Convention on Climate Change (UNFCCC) and the Kyoto Protocol. As a ‘framework convention’, the UNFCCC itself does not regulate climate change but only creates a basis for negotiating multilateral solutions. The Convention’s most evident weakness, as demonstrated during the Marrakesh Accords and the Copenhagen negotiations, is the dependence on the ability of the parties to reach the necessary agreement within a timescale. Complementary to the Convention, the Kyoto Protocol establishes quantitative emission restrictions to advanced industrial states, or Annex I parties. However, the Protocol only focuses on greenhouse gas (GHG) emissions rather than on consumption, a reason which led to Canada’s withdrawal. According to international governance scholar Oran Young, these problems emerge as a result of the climate change regime not being based on ‘principles of fairness’ that are broadly acceptable major players.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.019 | 0.003 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".